{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.image as mpimg\n",
    "import numpy as np\n",
    "from skimage import io\n",
    "from skimage.transform import resize\n",
    "from skimage.color import rgb2yiq\n",
    "from collections import defaultdict \n",
    "import cv2\n",
    "from tqdm import tqdm\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_file = \"test2.png\"\n",
    "img_file_scribbled = \"test2_s.png\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "uint8 (213, 324, 4)\n"
     ]
    }
   ],
   "source": [
    "img = io.imread(img_file)\n",
    "img_s = io.imread(img_file_scribbled)\n",
    "print(img.dtype, img.shape)\n",
    "g_img = cv2.cvtColor(img, cv2.COLOR_RGB2GRAY)\n",
    "g_img_s = cv2.cvtColor(img_s, cv2.COLOR_RGB2GRAY)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x181de144b48>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "io.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x181df1e73c8>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "io.imshow(img_s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "scribble = []\n",
    "for i in range(img.shape[0]):\n",
    "    for j in range(img.shape[1]):\n",
    "        if g_img[i,j] !=  g_img_s[i,j]:\n",
    "            scribble.append((i,j))\n",
    "# print(scribble)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x181df294388>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "io.imshow(g_img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x181df30ab48>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "io.imshow(g_img_s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "diff = g_img - g_img_s\n",
    "io.imshow(diff)\n",
    "io.imsave('diff.png', diff)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "scribble_diff = []\n",
    "for i in range(diff.shape[0]):\n",
    "    for j in range(diff.shape[1]):\n",
    "        if diff[i,j] > 0:\n",
    "            scribble_diff.append((i,j))\n",
    "# print(scribble_diff)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scribble == scribble_diff # Need to see why "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{(0.24705882, 0.28235295, 0.8), (0.92941177, 0.10980392, 0.14117648)}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_s_key = set()\n",
    "rgb_s = mpimg.imread(img_file_scribbled)[:,:,:3]\n",
    "yuv_s = rgb2yiq(rgb_s)\n",
    "for i, j in scribble:\n",
    "    img_s_key.add(tuple(rgb_s[i,j,:3]))\n",
    "img_s_key # should only have two values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x181df426d08>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "io.imshow(img_s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def find_marked_locations(rgb, rgb_s):\n",
    "    g = cv2.cvtColor(io.imread(rgb), cv2.COLOR_RGB2GRAY)\n",
    "    g_s = cv2.cvtColor(io.imread(rgb_s), cv2.COLOR_RGB2GRAY)\n",
    "    scribble = []\n",
    "    non_scribble = []\n",
    "    for i in range(g.shape[0]):\n",
    "        for j in range(g.shape[1]):\n",
    "            if g[i,j] !=  g_s[i,j]:\n",
    "                scribble.append((i, j))\n",
    "            else:\n",
    "                non_scribble.append((i, j))\n",
    "    return scribble, non_scribble"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n",
      "OK\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[(0.92941177, 0.10980392, 0.14117648), (0.24705882, 0.28235295, 0.8)]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def assign_scribble_pixels():\n",
    "    scribbles_pos, _ = find_marked_locations(img_file, img_file_scribbled)\n",
    "    scribbles_pos_dict = defaultdict(list)\n",
    "    rgb_s = mpimg.imread(img_file_scribbled)[:,:,:3]\n",
    "    for pos in scribbles_pos:\n",
    "        if tuple(rgb_s[pos[0], pos[1]]) in img_s_key:\n",
    "            scribbles_pos_dict[tuple(rgb_s[pos[0], pos[1]])].append(pos)\n",
    "    \n",
    "    # Sanity Check\n",
    "    # Ensuring only two colors representing either foreground or background. \n",
    "    print(len(scribbles_pos_dict))\n",
    "    l = 0\n",
    "    for k in scribbles_pos_dict:\n",
    "        l += len(scribbles_pos_dict[k])\n",
    "    \n",
    "    if l == len(scribbles_pos):\n",
    "        print('OK')\n",
    "    # ------------\n",
    "    return scribbles_pos_dict\n",
    "\n",
    "scribbles_pos_dict = assign_scribble_pixels()\n",
    "list(scribbles_pos_dict.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# https://sandipanweb.wordpress.com/2018/02/11/interactive-image-segmentation-with-graph-cut/\n",
    "def compute_pdfs(imfile, imfile_scrib):\n",
    "    rgb = mpimg.imread(imfile)[:,:,:3]\n",
    "    yuv = rgb2yiq(rgb)\n",
    "    rgb_s = mpimg.imread(imfile_scrib)[:,:,:3]\n",
    "    yuv_s = rgb2yiq(rgb_s)\n",
    "    # io.imshow(rgb)\n",
    "    # io.imshow(rgb_s)\n",
    "        \n",
    "    # find the scribble pixels    \n",
    "    # scribbles = find_marked_locations(rgb, rgb_s)\n",
    "    scribbles, _ = find_marked_locations(imfile, imfile_scrib)\n",
    "    if not scribbles:\n",
    "        raise Exception\n",
    "\n",
    "    imageo = np.zeros(yuv.shape)\n",
    "    \n",
    "    # separately store background and foreground scribble pixels in the dictionary comps\n",
    "    comps = defaultdict(lambda:np.array([]).reshape(0,3))\n",
    "    for (i, j) in scribbles:\n",
    "         imageo[i,j,:] = rgb_s[i,j,:]\n",
    "         # scribble color as key of comps\n",
    "         comps[tuple(imageo[i,j,:])] = np.vstack([comps[tuple(imageo[i,j,:])], yuv[i,j,:]])\n",
    "    mu, sigma = {}, {}\n",
    "    # compute MLE parameters for Gaussians\n",
    "    for c in comps:\n",
    "         mu[c] = np.mean(comps[c], axis=0)\n",
    "         sigma[c] = np.cov(comps[c].T)\n",
    "    return (mu, sigma)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Check to see what they mean\n",
    "m, s = compute_pdfs(img_file, img_file_scribbled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{(0.929411768913269,\n",
       "  0.10980392247438431,\n",
       "  0.1411764770746231): array([ 0.23677415,  0.04043869, -0.07256445]),\n",
       " (0.24705882370471954,\n",
       "  0.2823529541492462,\n",
       "  0.800000011920929): array([ 0.69577409,  0.05567166, -0.04190303])}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "#for val in s:\n",
    "#    s[val] = s[val] * 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "for val in s:\n",
    "    s[val] = s[val] * 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.0575555622807333e-225"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import scipy.stats as ss \n",
    "pixel_val = rgb_s[0,0,:]\n",
    "\n",
    "k1, k2 = list(scribbles_pos_dict.keys())\n",
    "var0 = ss.multivariate_normal.pdf(pixel_val,m[k1], s[k1])\n",
    "var0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.24705882, 0.28235295, 0.8)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "k2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "var1 = ss.multivariate_normal.pdf(pixel_val, m[k2], s[k2])\n",
    "var1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "#non_scribbles_pos[20001]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0 :  3.0575555622807333e-225\n",
      "1.0 0.0\n"
     ]
    }
   ],
   "source": [
    "var2 = var0 + var1\n",
    "print(var1, \": \",var2)\n",
    "print(var0/var2, var1/var2) # Source and Sink Weights "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "tags": [
     "outputPrepend"
    ]
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Constructing Graph for QA with Source and Sink nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "c =  69012\n"
     ]
    }
   ],
   "source": [
    "s_J = {}\n",
    "r, c = g_img.shape[:2]\n",
    "print(\"c = \",r*c)\n",
    "#k1, k2 = list(scribbles_pos_dict.keys())\n",
    "\n",
    "red = (0.92941177, 0.10980392, 0.14117648)\n",
    "blue = (0.24705882, 0.28235295, 0.8)\n",
    "for pos in scribbles_pos_dict[blue]:\n",
    "    s_J[(pos[0]*c + pos[1], 's')] = -99\n",
    "    s_J[(pos[0]*c + pos[1], 't')] = -.5\n",
    "\n",
    "for pos in scribbles_pos_dict[red]:\n",
    "    s_J[(pos[0]*c + pos[1], 't')] = -99\n",
    "    s_J[(pos[0]*c + pos[1], 's')] = -.5\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "66027\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "69012"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scribbled_pos, non_scribbles_pos = find_marked_locations(img_file, img_file_scribbled)\n",
    "print(len(non_scribbles_pos))\n",
    "assert (len(scribbled_pos) + len(non_scribbles_pos)) == r*c\n",
    "(len(scribbled_pos) + len(non_scribbles_pos))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "## assigning total_pixel - scribble_pixels probabilities of background or foreground using PDF function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
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   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "66027it [00:19, 3317.42it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total:66026 nane:43419\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "rgb_s = mpimg.imread(img_file_scribbled)[:,:,:3]\n",
    "#print(rgb_s[0,0,:])\n",
    "#print(\"************* \",len(non_scribbles_pos))\n",
    "non_s_j = {}\n",
    "rgb = mpimg.imread(img_file)[:,:,:3]\n",
    "cnt = 0\n",
    "\n",
    "mult_factor_lambda = 40\n",
    "red = (0.92941177, 0.10980392, 0.14117648)\n",
    "blue = (0.24705882, 0.28235295, 0.8)\n",
    "for val in m:\n",
    "    if round(sum(val),2) == 1.33:\n",
    "        blue = val\n",
    "    else:\n",
    "        red = val\n",
    "\n",
    "for i, pos in tqdm(enumerate(non_scribbles_pos)):\n",
    "    \n",
    "    var0 = ss.multivariate_normal.pdf(rgb[pos[0],pos[1],:], m[blue], s[blue])\n",
    "    var1 = ss.multivariate_normal.pdf(rgb[pos[0],pos[1],:], m[red], s[red])\n",
    "    \n",
    "   \n",
    "    #print(\"var0: {} var1:{} res0:{}, res1:{} \".format(var0, var1, res0, res1))\n",
    "    import math\n",
    "    if var0 == 0 and var1 == 0:\n",
    "        res0 = .5\n",
    "        res1 = 99\n",
    "       \n",
    "        non_s_j[(pos[0]*c + pos[1], 's')] = -res0\n",
    "        non_s_j[(pos[0]*c + pos[1], 't')] = -res1\n",
    "        cnt +=1\n",
    "    else:\n",
    "        var0 += .001\n",
    "        var1 += .001\n",
    "        res = var0 + var1\n",
    "        res0 = var0\n",
    "        res1 = var1\n",
    "        non_s_j[(pos[0]*c + pos[1], 's')] = - (mult_factor_lambda * np.log(res0))\n",
    "        non_s_j[(pos[0]*c + pos[1], 't')] = - (mult_factor_lambda * np.log(res1))\n",
    "        \n",
    "    #print(\"******** got var1: {}, var2: {}\".format(var0, var1))\n",
    "    \n",
    "   \n",
    "    #print(res0, \" : \", res1)\n",
    "print(\"total:{} nane:{}\".format(i, cnt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.33"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(m.keys())\n",
    "round(sum([0.24705882370471954, 0.2823529541492462, 0.800000011920929]), 2)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.33"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "0.24705882, 0.28235295, 0.8\n",
    "round(sum([0.24705882, 0.28235295, 0.8]), 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2985\n",
      "18835\n"
     ]
    }
   ],
   "source": [
    "rgb[0,0,:]\n",
    "ss.multivariate_normal.pdf(rgb[82,82,:], m[k2], s[k2])\n",
    "#total:66026 nane:47191\n",
    "print((len(scribbled_pos)))\n",
    "print(66026-47191)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "--------------------------------------------------\n",
    "## Constructing Graph for QA from g_img Intensities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "212 323 45\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "97"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for i, pxi in enumerate(g_img):\n",
    "    for j, pxij in enumerate(pxi):\n",
    "        pass\n",
    "print(i, j, pxij)\n",
    "g_img[0,0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.2649063 , 0.24685153, 0.26344684], dtype=float32)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import math\n",
    "import dimod\n",
    "std = np.std(g_img)\n",
    "\n",
    "rgb_t = np.reshape(rgb.T, (3,-1)) # images.shape = (3,5120000)\n",
    "std = np.std(rgb_t, axis = 1)\n",
    "std"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Constructing QUBO Model BQM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# bqm = dimod.BinaryQuadraticModel.empty(dimod.BINARY)\n",
    "# for i, pxi in enumerate(g_img):\n",
    "#     for j, pxij in enumerate(pxi):\n",
    "#         # Just putting Intensity for now\n",
    "#         bqm.add_variable(i*c + j, pxij)\n",
    "\n",
    "# for i, pxi in tqdm(enumerate(g_img)):\n",
    "#     for j, pxij in enumerate(pxi):\n",
    "#         # print(i , j)\n",
    "#         if i-1 >= 0:\n",
    "#             #Up\n",
    "#             a, b = i*c + j, (i-1)*c + j\n",
    "#             # print('UP:', a, b)\n",
    "#             Ia, Ib = pxij, g_img[i-1, j]\n",
    "#             power = ((Ia -Ib)**2)/(2*(std**2))\n",
    "#             bqm.add_interaction(a, b, math.exp(-power))\n",
    "#         if i+1 < r:\n",
    "#             #Down\n",
    "#             a, b = i*c + j, (i+1)*c + j\n",
    "#             # print('DOWN:', a, b)\n",
    "#             Ia, Ib = pxij, g_img[i+1, j]\n",
    "#             power = ((Ia -Ib)**2)/(2*(std**2))\n",
    "#             bqm.add_interaction(a, b, math.exp(-power))\n",
    "#         if j-1 >= 0:\n",
    "#             #Left\n",
    "#             a, b = i*c + j, i*c + (j-1)\n",
    "#             # print('LEFT:', a, b)\n",
    "#             Ia, Ib = pxij, g_img[i, j-1]\n",
    "#             power = ((Ia -Ib)**2)/(2*(std**2))\n",
    "#             bqm.add_interaction(a, b, math.exp(-power))\n",
    "#         if j+1 < c:\n",
    "#             #Right\n",
    "#             a, b = i*c + j, i*c + (j+1)\n",
    "#             # print('RIGHT:', a, b)\n",
    "#             Ia, Ib = pxij, g_img[i, j+1]\n",
    "#             power = ((Ia-Ib)**2)/(2*(std**2))\n",
    "#             bqm.add_interaction(a, b, math.exp(-power))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Constructing Spin/Ising Model BQM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
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   "source": [
    "h = {'s': -1, 't': 1}\n",
    "J = {}\n",
    "\n",
    "'''for i in enumerate(r):\n",
    "    for j in enumerate(c):\n",
    "        pass\n",
    "        # # Just putting Intensity for now\n",
    "        # h[i*c + j] = pxij\n",
    "        #h[i*c + j] = 0\n",
    "'''\n",
    "for i in range(r):\n",
    "    for j in range(c):\n",
    "        # print(i , j)\n",
    "        res = 0\n",
    "        if i-1 >= 0:\n",
    "            #Up\n",
    "            a, b = i*c + j, (i-1)*c + j\n",
    "            # print('UP:', a, b)\n",
    "            Ia, Ib = rgb[i, j, :], rgb[i-1, j, : ]\n",
    "            power = ((Ia[0] -Ib[0])**2 / (2*(std[0]**2))) + ((Ia[1] -Ib[1])**2 / (2*(std[1]**2))) + ((Ia[2] -Ib[2])**2 / \\\n",
    "            (2*(std[2]**2)))\n",
    "            res = math.exp(-power)\n",
    "            J[(a, b)] = -res\n",
    "        if i+1 < r:\n",
    "            #Down\n",
    "            a, b = i*c + j, (i+1)*c + j\n",
    "            # print('DOWN:', a, b)\n",
    "            Ia, Ib = rgb[i, j, :], rgb[i+1, j, : ]\n",
    "            power = ((Ia[0] -Ib[0])**2 / (2*(std[0]**2))) + ((Ia[1] -Ib[1])**2 / (2*(std[1]**2))) + ((Ia[2] -Ib[2])**2 / \\\n",
    "            (2*(std[2]**2)))\n",
    "            res = math.exp(-power)\n",
    "            J[(a, b)] = -res\n",
    "        if j-1 >= 0:\n",
    "            #Left\n",
    "            a, b = i*c + j, i*c + (j-1)\n",
    "            # print('LEFT:', a, b)\n",
    "            Ia, Ib = rgb[i, j, :], rgb[i, j-1, : ]\n",
    "            power = ((Ia[0] -Ib[0])**2 / (2*(std[0]**2))) + ((Ia[1] -Ib[1])**2 / (2*(std[1]**2))) + ((Ia[2] -Ib[2])**2 / \\\n",
    "            (2*(std[2]**2)))\n",
    "            res = math.exp(-power)\n",
    "\n",
    "            J[(a, b)] = -res\n",
    "        if j+1 < c:\n",
    "            #Right\n",
    "            a, b = i*c + j, i*c + (j+1)\n",
    "            # print('RIGHT:', a, b)\n",
    "            Ia, Ib = rgb[i, j, :], rgb[i, j+1, : ]\n",
    "            power = ((Ia[0] -Ib[0])**2 / (2*(std[0]**2))) + ((Ia[1] -Ib[1])**2 / (2*(std[1]**2))) + ((Ia[2] -Ib[2])**2 / \\\n",
    "            (2*(std[2]**2)))\n",
    "            res = math.exp(-power)\n",
    "            J[(a, b)] = -res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(h)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "274974"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(J)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# J"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'import matplotlib.pyplot as plt\\nimport matplotlib.colors as colors\\nimport numpy as np\\nimport networkx as nx\\nimport sys\\n\\nfrom bokeh.io import show, output_notebook\\nfrom bokeh.models import Plot, Range1d, MultiLine, Circle, Label, LabelSet, ColumnDataSource\\nfrom bokeh.models import WheelZoomTool, ZoomInTool, ZoomOutTool, ResetTool, PanTool\\nfrom bokeh.models.graphs import from_networkx\\n\\ndef plot_bqm(bqm):\\n    \"\"\"Plot binary quadratic model as a labeled graph.\"\"\"\\n    g = nx.Graph()\\n    g.add_nodes_from(bqm.variables)\\n    g.add_edges_from(bqm.quadratic)    \\n    plot_size = 400\\n    text_size = \\'16pt\\'\\n     \\n    graph = from_networkx(g, nx.spring_layout)\\n    graph.node_renderer.glyph = Circle(size=35, fill_color=\\'purple\\', fill_alpha=0.25)\\n    graph.edge_renderer.glyph = MultiLine(line_alpha=0.8, line_width=2)\\n \\n    pos = nx.spring_layout(g)\\n    data = {\\'xpos\\': [], \\'ypos\\': [], \\'label\\': []}\\n    for label, loc in pos.items():\\n        data[\\'label\\'].append(label)\\n        data[\\'xpos\\'].append(loc[0])\\n        data[\\'ypos\\'].append(loc[1])\\n    labels = LabelSet(x=\\'xpos\\', y=\\'ypos\\', text=\\'label\\', level=\\'glyph\\', \\n                      source=ColumnDataSource(data), x_offset=-1, y_offset=-1, \\n                      text_color=\"blue\", text_font_size=\\'14pt\\', text_font_style=\\'bold\\')    \\n    \\n    plot = Plot(plot_width=plot_size, plot_height=plot_size, x_range=Range1d(-1.3, 1.3), y_range=Range1d(-1.3, 1.3))\\n    plot.title.text = \"BQM with {} nodes and {} edges\".format(len(bqm), len(bqm.quadratic))\\n    \\n    tools = [WheelZoomTool(), ZoomInTool(), ZoomOutTool(), PanTool(), ResetTool()]\\n    plot.add_tools(*tools)\\n    plot.toolbar.active_scroll = tools[0]\\n    \\n    plot.renderers.append(graph)\\n    plot.add_layout(labels)\\n    plot.background_fill_color = \"lightyellow\"\\n        \\n    show(plot)\\n    '"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''import matplotlib.pyplot as plt\n",
    "import matplotlib.colors as colors\n",
    "import numpy as np\n",
    "import networkx as nx\n",
    "import sys\n",
    "\n",
    "from bokeh.io import show, output_notebook\n",
    "from bokeh.models import Plot, Range1d, MultiLine, Circle, Label, LabelSet, ColumnDataSource\n",
    "from bokeh.models import WheelZoomTool, ZoomInTool, ZoomOutTool, ResetTool, PanTool\n",
    "from bokeh.models.graphs import from_networkx\n",
    "\n",
    "def plot_bqm(bqm):\n",
    "    \"\"\"Plot binary quadratic model as a labeled graph.\"\"\"\n",
    "    g = nx.Graph()\n",
    "    g.add_nodes_from(bqm.variables)\n",
    "    g.add_edges_from(bqm.quadratic)    \n",
    "    plot_size = 400\n",
    "    text_size = '16pt'\n",
    "     \n",
    "    graph = from_networkx(g, nx.spring_layout)\n",
    "    graph.node_renderer.glyph = Circle(size=35, fill_color='purple', fill_alpha=0.25)\n",
    "    graph.edge_renderer.glyph = MultiLine(line_alpha=0.8, line_width=2)\n",
    " \n",
    "    pos = nx.spring_layout(g)\n",
    "    data = {'xpos': [], 'ypos': [], 'label': []}\n",
    "    for label, loc in pos.items():\n",
    "        data['label'].append(label)\n",
    "        data['xpos'].append(loc[0])\n",
    "        data['ypos'].append(loc[1])\n",
    "    labels = LabelSet(x='xpos', y='ypos', text='label', level='glyph', \n",
    "                      source=ColumnDataSource(data), x_offset=-1, y_offset=-1, \n",
    "                      text_color=\"blue\", text_font_size='14pt', text_font_style='bold')    \n",
    "    \n",
    "    plot = Plot(plot_width=plot_size, plot_height=plot_size, x_range=Range1d(-1.3, 1.3), y_range=Range1d(-1.3, 1.3))\n",
    "    plot.title.text = \"BQM with {} nodes and {} edges\".format(len(bqm), len(bqm.quadratic))\n",
    "    \n",
    "    tools = [WheelZoomTool(), ZoomInTool(), ZoomOutTool(), PanTool(), ResetTool()]\n",
    "    plot.add_tools(*tools)\n",
    "    plot.toolbar.active_scroll = tools[0]\n",
    "    \n",
    "    plot.renderers.append(graph)\n",
    "    plot.add_layout(labels)\n",
    "    plot.background_fill_color = \"lightyellow\"\n",
    "        \n",
    "    show(plot)\n",
    "    '''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "#plot_bqm(bqm)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "407028\n"
     ]
    }
   ],
   "source": [
    "res_J = dict(s_J)\n",
    "res_J.update(non_s_j)\n",
    "res_J.update(J)\n",
    "print(len(res_J))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Simmulated Annealing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Simulated Annealing....\n"
     ]
    }
   ],
   "source": [
    "print(\"\\nSimulated Annealing....\")\n",
    "import neal\n",
    "qpu = neal.SimulatedAnnealingSampler()\n",
    "result = qpu.sample_ising(h=h, J=res_J, num_reads=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "#result.first[0][4564]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "44975\n",
      "(69012,)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "-1"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sol = result.first[0].copy()\n",
    "del sol['s']\n",
    "del sol['t']\n",
    "sol = dict(sorted(sol.items())).copy()\n",
    "result_img = np.array(list(sol.values()))\n",
    "result_img.shape\n",
    "cnt = 0\n",
    "for i in range(result_img.shape[0]):\n",
    "    if result_img[i] == -1:\n",
    "       cnt +=1\n",
    " \n",
    "print(cnt)\n",
    "print(result_img.shape)\n",
    "result.first[0]['t']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 1, 1, ..., 1, 1, 1], dtype=int8)"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_img\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 1, 1, ..., 1, 1, 1],\n",
       "       [1, 1, 1, ..., 1, 1, 1],\n",
       "       [1, 1, 1, ..., 1, 1, 1],\n",
       "       ...,\n",
       "       [1, 1, 1, ..., 1, 1, 1],\n",
       "       [1, 1, 1, ..., 1, 1, 1],\n",
       "       [1, 1, 1, ..., 1, 1, 1]], dtype=int8)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_img = result_img.reshape(rgb.shape[:2])\n",
    "result_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ...,\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]], dtype=int8)"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_img = np.where(result_img < 0, result_img, 0)\n",
    "'''if result.first[0]['t'] == 1:\n",
    "    final_img = np.where(result_img > 0, result_img, -1)\n",
    "    final_img = np.where(result_img < 0, result_img, 0)\n",
    "    final_img = (final_img < 0).astype(int)'''\n",
    "\n",
    "final_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ...,\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]], dtype=int16)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_img_g = final_img * g_img\n",
    "final_img_g"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-1"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "io.imshow(final_img, cmap='gray')\n",
    "result.first[0]['t']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x181ec51d708>"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rgb_img_final = np.copy(rgb)\n",
    "for i in range(r):\n",
    "    for j in range(c):\n",
    "        if final_img[i][j] == 0:\n",
    "           rgb_img_final[i,j,:] = [0,0,0]\n",
    "\n",
    "io.imshow(rgb_img_final)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-1"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result.first[0]['t']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Lossy conversion from float32 to uint8. Range [0, 1]. Convert image to uint8 prior to saving to suppress this warning.\n"
     ]
    }
   ],
   "source": [
    "io.imsave(img_file.split('.')[0]+'_res.png', rgb_img_final)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.7.4 64-bit ('qcp': virtualenv)",
   "language": "python",
   "name": "python37464bitqcpvirtualenvce4c63bd645840d5b8011fb00bd63af2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
